The graph represents a network of 6,306 Twitter users whose recent tweets contained "datviz OR (data visualization)", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 10,000 tweets. The network was obtained from Twitter on Friday, 17 May 2019 at 13:39 UTC.
The tweets in the network were tweeted over the 9-day, 21-hour, 28-minute period from Tuesday, 07 May 2019 at 15:34 UTC to Friday, 17 May 2019 at 13:03 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
[7253] en
[89] und
[70] es
[56] ja
[48] it
[42] ro
[30] fr
[16] in
[14] de
[11] pt
[855] en
[28] und
[10] fr
[10] it
[7] in
[4] da
[4] de
[4] es
[3] tl
[2] ja
[531] en
[2] ro
[626] en
[4] und
[3] it
[2] ja
[2] bn
[2] fr
[807] en
[12] es
[3] it
[1] fr
[1] und
[351] en
[7] it
[2] und
[1] ht
[145] en
[1] de
[136] en
[2] ro
[124] en
[3] ja
[2] fr
[2] ro
[88] en
[101] en
Author Description
Vertices : 6363
Unique Edges : 9293
Edges With Duplicates : 2956
Total Edges : 12249
Number of Edge Types : 4
Mentions : 5221
Replies to : 622
Tweet : 2283
Retweet : 4123
Self-Loops : 2318
Reciprocated Vertex Pair Ratio : 0.0374536316860117
Reciprocated Edge Ratio : 0.0722029988465975
Connected Components : 1325
Single-Vertex Connected Components : 745
Maximum Vertices in a Connected Component : 3204
Maximum Edges in a Connected Component : 7239
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.870874
Graph Density : 0.000214172403003987
Modularity : 0.69345
NodeXL Version : 1.0.1.412
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[4092] data,visualization [699] visualization,data [635] machine,learning [589] top,10 [553] cyber,security [544] tech,skills [544] skills,demand [544] demand,2019 [544] ux,design [543] 10,tech Top Word Pairs in Tweet in G1:
[532] data,visualization [25] check,out [23] #python,#programming [23] analysis,visualization [23] web,scraping [23] data,analysis [23] packages,data [23] data,import [21] scraping,regular [21] regular,expressions Top Word Pairs in Tweet in G2:
[532] top,10 [525] tech,skills [525] skills,demand [525] demand,2019 [524] 10,tech [524] 2019,machine [524] machine,learning [524] learning,mobile [524] mobile,development [524] development,seo Top Word Pairs in Tweet in G3:
[293] data,visualization [98] annual,data [98] visualization,survey [79] better,understand [79] making,maps [79] maps,become [79] become,modern [79] modern,equivalent [79] equivalent,shift [79] shift,typewriter Top Word Pairs in Tweet in G4:
[486] data,visualization [29] check,out [29] #data,#visualization [26] data,science [24] visualization,data [20] visualization,newsletter [17] best,practices [16] #rstudio,#data [16] analysis,visualization [15] #rstats,#dataviz Top Word Pairs in Tweet in G5:
[113] data,visualization [70] #rt,cc [67] read,more [59] #machinelearning,#ml [50] #dataviz,#visualization [42] datasciencectrl,read [34] machine,learning [31] data,analysis [30] analysis,visualization [30] #visualization,#rt Top Word Pairs in Tweet in G6:
[132] data,visualization [47] #rstats,#dataviz [46] cpsievert's,plotly [46] plotly,book [46] book,covers [46] covers,sorts [46] sorts,interesting [46] interesting,stuff [46] stuff,never [46] never,knew Top Word Pairs in Tweet in G7:
[46] mlb,season [46] season,well [46] well,underway [46] underway,hot [46] hot,takes [46] takes,debates [46] debates,regarding [46] regarding,top [46] top,teams [46] teams,dossier Top Word Pairs in Tweet in G8:
[47] data,visualization [45] visualization,data [36] languages,such [35] programming,languages [35] languages,#julia [35] #julia,giving [35] giving,tough [35] tough,competition [35] competition,languages [35] such,#r Top Word Pairs in Tweet in G9:
[83] data,visualization [82] days,developer [82] developer,dna [82] dna,wall [82] wall,ended [82] ended,love [82] love,data [82] visualization,love [82] love,tactile [82] tactile,ways Top Word Pairs in Tweet in G10:
[36] #edd19,18 [35] judges,hdrundp [35] #inequality,#humandevelopment [34] challenge,visualize [34] visualize,#inequality [34] during,#edd19 [31] more,details [31] #dataviz,27 [31] 18,june [29] submit,best Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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